Why raw relevance was not enough
The team was already finding Reddit threads that mentioned the right category, but category relevance did not predict whether a reply was worth the effort. Some posts were casual opinions, some were academic comparisons, and only a smaller set showed active buying pressure.
The useful change was to separate topical match from commercial timing. A thread became valuable only when the poster described a current blocker, a failed workaround, or an explicit search for a better tool.
The scoring model
Each thread was scored before outreach, using the same criteria every time:
- Urgency: does the poster need a fix soon, or are they only browsing ideas?
- Problem fit: does the pain map directly to the product’s strongest use case?
- Workflow detail: does the thread explain the current process, tools, or constraints?
- Reply potential: can the team add a specific answer without sounding promotional?
- Freshness: is the conversation recent enough that a reply can still matter?
What changed after scoring
The team replied to fewer posts, but the replies were stronger. Low-intent threads became research notes instead of sales tasks, while high-intent threads moved into a short review queue with context already attached.
That distinction protected the channel. Reddit stayed useful because the team stopped treating every relevant keyword as a lead and started treating intent as the main constraint.
Operational guardrail
A high score should start a human review, not an automatic reply. The final response still has to match the thread, subreddit norms, and the poster’s specific situation.
Frequently asked questions
How do you know if a Reddit thread has buying intent?
Look for urgency, a named workflow problem, failed alternatives, or an explicit request for tool recommendations. Keywords alone are not enough.
Should every relevant Reddit thread become a lead?
No. Many relevant threads are better used for research, positioning, or content ideas. Only the threads with clear timing and fit should move into outreach.
Can AI score Reddit leads reliably?
AI can apply a consistent rubric and rank the queue, but a human should still review public replies before posting.